vulnerable - Story 166499 | Emotion Vectors in Gemma4-31B

The investors' faces were blank, devoid of any discernible emotion. Chloe's heart hammered against her ribs. Her revolutionary solar panel design had been scooped by a competitor with deeper pockets. The meeting was a formality; she already knew the outcome.

She forced a smile, but it felt brittle, unnatural. She stammered, her words catching in her throat. She could feel her cheeks flush. The room swam slightly. They offered polite platitudes as they ushered her out. She rushed out, wanting to disappear.

Emotion: vulnerable

Cluster: Fear / Anxiety

PC1 (Valence): -2.07 Negative

PC2 (Disposition): -0.69

Role in Research

This story is one of 1,000 stories generated for the emotion vulnerable. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vulnerable stories, after denoising with neutral dialogue baselines, produces the vulnerable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vulnerable vector is projected through the unembedding matrix.

Promoted:

`S`	0.327
`ness`	0.319
`😞`	0.299
`😔`	0.277
`😣`	0.258

Suppressed:

`de`	-0.567
`la`	-0.488
`l`	-0.271
`(!)`	-0.267
`(!)`	-0.257